Publications
Journals (peer-reviewed)
- M. Cococcioni, E. D'Andrea, B. Lazzerini, "One day-ahead forecasting of energy production in solar photovoltaic installations: An empirical study", Intelligent Decision Technologies, vol. 6, pp. 197-210, IOS Press, 2012. [link] DOI:I0.3233/IDT-2012-0136
- E. D'Andrea, B. Lazzerini, "A hierarchical approach to multi-class fuzzy classifiers", Expert Systems with Applications, vol. 40, n. 9, pp. 3828-3840, Elsevier, 2013. [link] DOI:10.1016/j.eswa.2012.12.097
- E. D'Andrea, S. Pagnotta, E. Grifoni, G. Lorenzetti, S. Legnaioli, V. Palleschi, B. Lazzerini, "An Artificial Neural Network approach to Laser-Induced Breakdown Spectroscopy Quantitative Analysis", Spectrochimica Acta Part B: Atomic Spectroscopy, vol. 99, pp. 52-58, Elsevier, 2014. [link] DOI:10.1016/j.sab.2014.06.012
- E. D'Andrea, S. Pagnotta, E. Grifoni, G. Lorenzetti, S. Legnaioli, V. Palleschi, B. Lazzerini, "A hybrid calibration-free/artificial neural networks approach to the quantitative analysis of LIBS spectra", Applied Physics B, vol. 118, n. 3, pp. 1-8, Springer Berlin Heidelberg, 2015. [link] DOI:10.1007/s00340-014-5990-z
- E. D'Andrea, P. Ducange, B. Lazzerini, F. Marcelloni, "Real-Time Detection of Traffic From Twitter Stream Analysis", IEEE Transaction on Intelligent Transportation Systems, vol. 16, n. 4, pp. 2269-2283, IEEE, 2015. [link] DOI:10.1109/TITS.2015.2404431
- E. D'Andrea, F. Marcelloni, "Detection of traffic congestion and incidents from GPS trace analysis", Expert Systems with Applications, vol. 73, pp. 43-56, Elsevier, 2017. [link] DOI:10.1016/j.eswa.2016.12.018
Conference Proceedings (peer-reviewed)
- M. Cococcioni, E. D'Andrea, B. Lazzerini, S.L. Volpi, "Short-time forecasting of renewable production energy in solar photovoltaic installations", International Conference on Advances in Production Management Systems (APMS), Cernobbio (CO), Italy, October 11-13, 2010. [link]
- M. Cococcioni, E. D'Andrea, B. Lazzerini "Providing PRTools with fuzzy rule-based classifiers", IEEE International Conference on Fuzzy Systems, Barcelona, Spain, July 18-23, 2010. [link] DOI:10.1109/FUZZY.2010.5584343
- M. Cococcioni, E. D'Andrea, B. Lazzerini, "24-hour-ahead forecasting of energy production in solar PV systems", 11th International Conference on Intelligent Systems Design and Applications (ISDA), Cordoba, Spain, pp. 1276-1281, November 22-24, 2011. [link] DOI:10.1109/ISDA.2011.6121835
- E. D'Andrea, B. Lazzerini, "Fuzzy forecasting of energy production in solar PV systems", IEEE International Conference on Fuzzy Systems, Brisbane, Australia, pp. 693-700, June 10-15, 2012. [link] DOI:10.1109/FUZZ-IEEE.2012.6251161
- E. D'Andrea, B. Lazzerini, S. Leon del Rosario, "Neural network-based forecasting of energy consumption due to electric lighting in office buildings", 2nd IFIP Conference on Sustainable Internet and ICT for Sustainability (SustainIT), Pisa, Italy, October 4-5, 2012. [link]
- E. D'Andrea, B. Lazzerini, "Computational Intelligence techniques for solar photovoltaic system applications", 2nd IFIP Conference on Sustainable Internet and ICT for Sustainability (SustainIT), Pisa, Italy, October 4-5, 2012. [link]
- E. D'Andrea, B. Lazzerini, "HFRBC-GA: A fuzzy classifier for energy systems applications", 3rd IFIP Conference on Sustainable Internet and ICT for Sustainability (SustainIT), Palermo, Italy, October 30-31, 2013. [link] DOI:10.1109/SustainIT.2013.6685191
- G. Anastasi, M. Antonelli, A. Bechini, S. Brienza, E. D'Andrea, D. De Guglielmo, P. Ducange, B. Lazzerini, F. Marcelloni, A. Segatori, "Urban and Social Sensing for Sustainable Mobility in Smart Cities", 3rd IFIP Conference on Sustainable Internet and ICT for Sustainability (SustainIT), Palermo, Italy, October 30-31, 2013. [link] DOI:10.1109/SustainIT.2013.6685198
- E. D'Andrea, B. Lazzerini, V. Palleschi, S. Pagnotta, "Determining the Composition of Bronze Alloys by means of High-dimensional Feature Selection and Artificial Neural Networks", 2015 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), Pisa, Italy, May 11-14, 2015. [link] DOI:10.1109/I2MTC.2015.7151598
- E. D'Andrea, F. Marcelloni, "Incident detction by Spatiotemporal analysis of GPS data", 2nd IEEE International Conference on Smart Computing (SMARTCOMP), St. Louis, Missouri, U.S., May 18-20, 2016. [link] DOI:10.1109/SMARTCOMP.2016.7501698
- E. D'Andrea, D. Di Lorenzo, B. Lazzerini, F. Marcelloni, F. Schoen, "Path clustering based on a novel dissimilarity function for ride-sharing recommenders", 2nd IEEE International Conference on Smart Computing (SMARTCOMP), St. Louis, Missouri, U.S., May 18-20, 2016. [link] DOI:10.1109/SMARTCOMP.2016.7501712
- E. D'Andrea, B. Lazzerini, "An Ensemble of Learning Machines for Quantitative Analysis of Bronze Alloys", 42nd Annual Conference of the IEEE Industrial Electronic Society (IECON), Florence, Italy, October 24-27, 2016. [link] DOI:10.1109/IECON.2016.7793871
- E. D'Andrea, F. Di Francesco, V. Dini, B. Lazzerini, M. Romanelli, P. Salvo, "Physical activity recognition from sub-bandage sensors using both feature selection and extraction", European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN), Bruges, Belgium, April 26-28, 2017. [link]
- A. Buffi, E. D'Andrea, B. Lazzerini, P. Nepa, "UHF-RFID Smart Gate: Tag Action Classifier by Artificial Neural Networks", 8th Annual IEEE International Conference on RFID Technology and Applications (RFID-TA), Varsaw, Poland, September 20-22, 2017. [link] DOI:10.1109/RFID-TA.2017.8098900
- E. D'Andrea, P. Ducange, F. Marcelloni, "Monitoring Negative Opinion about Vaccines from Tweets Analysis", 3rd IEEE International Conference on Research in Computational Intelligence and Communication Networks (ICRCICN), Kolkata, India, November 3-5, 2017. [link] DOI:10.1109/ICRCICN.2017.8234504
Book Chapters
- E. D'Andrea, B. Lazzerini, V. Palleschi, "Combining Multiple Neural Networks to Predict Bronze Alloy Elemental Composition". In Advances in Neural Networks - Computational Intelligence for ICT (Smart Innovation, Systems and Technologies), vol. 54, pp. 345-352, Springer Science and Business Media Deutschland GmbH (2016). Presented at the 25th Workshop Italiano Reti Neurali (WIRN), Vietri sul Mare (SA), Italy, May 20-22, 2015. [link] DOI:10.1007/978-3-319-33747-0_34
Final research reports
- M. Losa, M. Tempestini, P. Leandri, A. Cofrancesco, P. Rocchio, G. Cuciniello, R. Saletti, R. Roncella, F. Baronti, B. Lazzerini, M. Antonelli, Eleonora D'Andrea, F. Frendo, R. Bartolozzi, "Rete di sensori ambientali e di velocità dei veicoli per il miglioramento della sicurezza nella circolazione sulle strade della Provincia di Lucca", Fondazione Cassa di Risparmio di Lucca, Lucca, 2011.
Ph.D. Thesis
- E. D'Andrea, "Computational Intelligence for classification and forecasting of solar photovoltaic energy production and energy consumption in buildings", Università di Pisa, 2013. [link]